Dra. Melanie Kolb

M. en F. C. Gustavo Magallanes-Guijón

Dr. Oliver López-Corona

# Librerías
library(RColorBrewer) 
library(funModeling)
library(corrplot)
library(minerva)
library(infotheo)
library(DT)
library(knitr)

Sitio: Tlacotepec

Se tiene un marco de datos que contiene varias métricas relacionadas, y se calculó (con la teoría de la información): entropía, información mutua, ganancia de información y relación de ganancia.

Para esto se contó con los datos multivariados (marco de datos de entrada), y todas las variables se evaluaron contra una variable definida (como parámetro “objetivo”).

Acontinuación se presentan cuatro apartados de gráficos del cuerpo de agua Río Metztitlán, sitio sitio.

Los gráficos son en el siguiente orden:

Matríz de Información Mutua

#data
sitio_mim <- read.csv("data/tlacotepec_mim.csv")
# Discretizar cada variable
matriz=discretize(sitio_mim) 
# Calcular la "correlación" basándonos en información mutua
matriz_im=mutinformation(matriz, method= "emp")
# Truco para visualizar el valor máximo de la escala
# excluyendo la diagonal (variable con respecto a sí misma)
diag(matriz_im)=0
# Gráfico de correlación con color y correlación con información mutua del paquete Infotheo. 
corrplot(matriz_im, method="color",type="lower", number.cex=0.6,addCoef.col = "black", tl.col="red", tl.srt=90, tl.cex = 0.9, diag=FALSE, is.corr = F)

eti_sitio = c(
  'SAAM', 
  'OD_mg.L', 
  'COLI_TOT', 
  'pH_CAMPO', 
  'TEMP_AGUA', 
  'NI_TOT',
  'E_COLI', 
  'HG_TOT', 
  'CR_TOT', 
  'AS_TOT', 
  'TURBIEDAD', 
  'SST', 
  'COLOR_VER',
  'DUR_TOT', 
  'N_TOT', 
  'COLI_FEC', 
  'N_NH3', 
  'N_NO2', 
  'N_NO3')
names_eti_sitio = c(
  'Sustancias Activas al Azul de Metileno',
 'Oxígeno Disuelto',
 'Coliformes Totales',
 'Potencial de Hidrógeno',
 'Temperatura agua',
 'Níquel Total',
 'Escherichia coli',
 'Mercurio Total',
 'Cromo Total',
 'Arsénico Total',
 'Turbiedad',
 'Sólidos Suspendidos Totales',
 'Color Verdadero',
 'Dureza Total',
 'Nitrógeno Total (Cálculo)',
 'Coliformes Fecales',
 'Nitrógeno Amoniacal',
 'Nitrógeno de Nitritos',
 'Nitrógeno de Nitratos')

Gráficas Información Mutua

#, results='hide'
for (i in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[i]), aes(x = reorder(var, mi),y = mi, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("")
          + ylab("Información Mutua")
          + ggtitle(names_eti_sitio[i])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(kable(var_rank_info(sitio_mim, eti_sitio[i])))
  #save table in csv
  #name_mi <- names_eti_sitio[i]
  #name_table_mi <- paste("csv-graphs/tlaco/mi/",name_mi,"_mi.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[i]), file = name_table_mi, sep = ",", col.names = NA)
  
  #save plot
  #plot_mi <- paste("images/tlaco/mi/",name_mi,"_mi.png",sep = "")
  #ggsave(plot_mi)
}

var en mi ig gr
en7 CR_TOT 4.715 2.095 2.094848 0.8015430
en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
en13 N_TOT 5.248 4.196 4.195976 0.7995491
en15 N_NH3 5.248 4.196 4.195976 0.7995491
en16 N_NO2 5.248 4.196 4.195976 0.7995491
en17 N_NO3 5.248 4.196 4.195976 0.7995491
en OD_mg.L 5.248 4.091 4.090713 0.7954461
en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
en4 NI_TOT 4.553 1.349 1.348619 0.7906699
en6 HG_TOT 5.070 3.269 3.269153 0.7890130
en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
en5 E_COLI 5.248 3.828 3.827555 0.7844143
en10 SST 5.248 3.630 3.629929 0.7753143
en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
en8 AS_TOT 4.890 2.279 2.279425 0.7666498
en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186

var en mi ig gr
en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
en13 N_TOT 5.248 5.143 5.142664 0.9799420
en15 N_NH3 5.248 5.143 5.142664 0.9799420
en16 N_NO2 5.248 5.143 5.142664 0.9799420
en17 N_NO3 5.248 5.143 5.142664 0.9799420
en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
en5 E_COLI 5.248 4.774 4.774243 0.9784275
en10 SST 5.248 4.577 4.576618 0.9775169
en SAAM 5.248 4.091 4.090713 0.9749133
en6 HG_TOT 5.248 4.038 4.038081 0.9745946
en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
en4 NI_TOT 5.195 1.653 1.653034 0.9691431
en8 AS_TOT 5.248 2.868 2.867965 0.9645963
en7 CR_TOT 5.248 2.508 2.508257 0.9597236

var en mi ig gr
en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
en8 AS_TOT 4.458 2.077 2.076969 0.6985568
en4 NI_TOT 4.089 1.179 1.179242 0.6913675
en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
en13 N_TOT 5.248 3.562 3.562194 0.6787812
en15 N_NH3 5.248 3.562 3.562194 0.6787812
en16 N_NO2 5.248 3.562 3.562194 0.6787812
en17 N_NO3 5.248 3.562 3.562194 0.6787812
en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
en10 SST 5.143 3.101 3.101411 0.6624284
en5 E_COLI 5.248 3.194 3.193773 0.6545280
en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
en SAAM 5.090 2.668 2.668137 0.6358801
en7 CR_TOT 4.564 1.612 1.611997 0.6167917
en6 HG_TOT 5.195 2.510 2.510243 0.6058494

var en mi ig gr
en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
en12 DUR_TOT 5.248 3.650 3.649795 0.6954735
en13 N_TOT 5.248 3.650 3.649795 0.6954735
en15 N_NH3 5.248 3.650 3.649795 0.6954735
en16 N_NO2 5.248 3.650 3.649795 0.6954735
en17 N_NO3 5.248 3.650 3.649795 0.6954735
en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
en10 SST 5.143 3.189 3.189011 0.6811389
en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
en5 E_COLI 5.248 3.281 3.281373 0.6724806
en8 AS_TOT 4.662 1.961 1.961008 0.6595550
en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
en SAAM 5.143 2.703 2.703106 0.6442139
en6 HG_TOT 5.143 2.650 2.650474 0.6396944
en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
en7 CR_TOT 4.682 1.581 1.581433 0.6050972
en4 NI_TOT 4.324 1.032 1.031728 0.6048828

var en mi ig gr
en8 AS_TOT 5.070 2.815 2.815334 0.9468945
en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
en13 N_TOT 5.248 4.912 4.912273 0.9360405
en15 N_NH3 5.248 4.912 4.912273 0.9360405
en16 N_NO2 5.248 4.912 4.912273 0.9360405
en17 N_NO3 5.248 4.912 4.912273 0.9360405
en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
en5 E_COLI 5.248 4.544 4.543851 0.9312113
en10 SST 5.248 4.346 4.346226 0.9283077
en4 NI_TOT 5.037 1.581 1.580537 0.9266394
en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
en SAAM 5.248 3.860 3.860321 0.9200055
en6 HG_TOT 5.248 3.808 3.807689 0.9189894
en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
en7 CR_TOT 5.143 2.383 2.383128 0.9118462
en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346

var en mi ig gr
en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
en5 E_COLI 4.932 1.653 1.6530344 0.3387708
en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
en13 N_TOT 5.248 1.706 1.7056660 0.3250171
en15 N_NH3 5.248 1.706 1.7056660 0.3250171
en16 N_NO2 5.248 1.706 1.7056660 0.3250171
en17 N_NO3 5.248 1.706 1.7056660 0.3250171
en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
en SAAM 4.553 1.349 1.3486187 0.3214077
en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
en10 SST 4.932 1.455 1.4554088 0.3108598
en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
en8 AS_TOT 4.247 0.432 0.4323814 0.1454249

var en mi ig gr
en5 NI_TOT 4.932 1.653 1.653034 0.9691431
en7 CR_TOT 5.037 2.456 2.455625 0.9395854
en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
en13 N_TOT 5.248 4.880 4.879506 0.9297968
en15 N_NH3 5.248 4.880 4.879506 0.9297968
en16 N_NO2 5.248 4.880 4.879506 0.9297968
en17 N_NO3 5.248 4.880 4.879506 0.9297968
en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
en4 TEMP_AGUA 5.248 4.544 4.543851 0.9249999
en10 SST 5.248 4.313 4.313460 0.9213092
en SAAM 5.248 3.828 3.827555 0.9121966
en6 HG_TOT 5.248 3.775 3.774923 0.9110812
en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
en8 AS_TOT 5.248 2.605 2.604808 0.8760872

var en mi ig gr
en7 CR_TOT 4.458 2.298 2.298410 0.8794309
en5 NI_TOT 4.458 1.391 1.390556 0.8152571
en10 SST 5.123 3.702 3.702426 0.7907989
en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
en13 N_TOT 5.248 4.143 4.143344 0.7895201
en15 N_NH3 5.248 4.143 4.143344 0.7895201
en16 N_NO2 5.248 4.143 4.143344 0.7895201
en17 N_NO3 5.248 4.143 4.143344 0.7895201
en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
en SAAM 5.070 3.269 3.269153 0.7791162
en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
en6 E_COLI 5.248 3.775 3.774923 0.7736281
en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
en8 AS_TOT 5.070 2.046 2.046405 0.6882772

var en mi ig gr
en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
en6 E_COLI 5.037 2.456 2.4556250 0.5032527
en SAAM 4.715 2.095 2.0948485 0.4992518
en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
en13 N_TOT 5.248 2.614 2.6135197 0.4980099
en15 N_NH3 5.248 2.614 2.6135197 0.4980099
en16 N_NO2 5.248 2.614 2.6135197 0.4980099
en17 N_NO3 5.248 2.614 2.6135197 0.4980099
en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
en10 SST 5.018 2.278 2.2778648 0.4865277
en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
en8 AS_TOT 4.616 0.970 0.9703997 0.3263791

var en mi ig gr
en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
en13 N_TOT 5.248 2.973 2.9732285 0.5665529
en15 N_NH3 5.248 2.973 2.9732285 0.5665529
en16 N_NO2 5.248 2.973 2.9732285 0.5665529
en17 N_NO3 5.248 2.973 2.9732285 0.5665529
en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
en SAAM 4.890 2.279 2.2794251 0.5432408
en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
en6 E_COLI 5.248 2.605 2.6048075 0.5338260
en10 SST 5.195 2.460 2.4598134 0.5253900
en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
en5 NI_TOT 4.247 0.432 0.4323814 0.2534971

var en mi ig gr
en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
en13 N_TOT 5.248 5.090 5.090033 0.9699129
en15 N_NH3 5.248 5.090 5.090033 0.9699129
en16 N_NO2 5.248 5.090 5.090033 0.9699129
en17 N_NO3 5.248 5.090 5.090033 0.9699129
en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
en5 NI_TOT 5.143 1.653 1.653034 0.9691431
en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
en6 E_COLI 5.248 4.722 4.721612 0.9676412
en10 SST 5.248 4.524 4.523986 0.9662754
en9 AS_TOT 5.195 2.868 2.867965 0.9645963
en SAAM 5.248 4.038 4.038081 0.9623700
en7 HG_TOT 5.248 3.985 3.985449 0.9618920
en8 CR_TOT 5.195 2.508 2.508257 0.9597236
en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
en2 COLI_TOT 5.248 3.404 3.404300 0.9556749

var en mi ig gr
en7 HG_TOT 5.123 3.702 3.702426 0.8935840
en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
en13 N_TOT 5.248 4.682 4.681881 0.8921390
en15 N_NH3 5.248 4.682 4.681881 0.8921390
en16 N_NO2 5.248 4.682 4.681881 0.8921390
en17 N_NO3 5.248 4.682 4.681881 0.8921390
en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
en6 E_COLI 5.248 4.313 4.313460 0.8839951
en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
en8 CR_TOT 5.018 2.278 2.277865 0.8715698
en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
en SAAM 5.248 3.630 3.629929 0.8650977
en5 NI_TOT 4.932 1.455 1.455409 0.8532789
en9 AS_TOT 5.195 2.460 2.459813 0.8273207

var en mi ig gr
en5 NI_TOT 4.129 1.462 1.462374 0.8573622
en8 CR_TOT 4.524 1.975 1.974976 0.7556767
en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
en13 N_TOT 5.248 3.885 3.885442 0.7403765
en15 N_NH3 5.248 3.885 3.885442 0.7403765
en16 N_NO2 5.248 3.885 3.885442 0.7403765
en17 N_NO3 5.248 3.885 3.885442 0.7403765
en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
en6 E_COLI 5.248 3.517 3.517021 0.7207740
en11 SST 5.195 3.372 3.372027 0.7202292
en SAAM 5.090 2.991 2.991385 0.7129177
en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
en7 HG_TOT 5.143 2.886 2.886122 0.6965683
en9 AS_TOT 4.880 1.979 1.979164 0.6656617
en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 N_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
en14 N_TOT 5.248 4.965 4.964904 0.9460695
en15 N_NH3 5.248 4.965 4.964904 0.9460695
en16 N_NO2 5.248 4.965 4.964904 0.9460695
en17 N_NO3 5.248 4.965 4.964904 0.9460695
en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
en6 E_COLI 5.248 4.596 4.596483 0.9419975
en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
en9 AS_TOT 5.143 2.795 2.795468 0.9402131
en11 SST 5.248 4.399 4.398857 0.9395492
en SAAM 5.248 3.913 3.912952 0.9325489
en7 HG_TOT 5.248 3.860 3.860321 0.9316920
en5 NI_TOT 5.090 1.581 1.580537 0.9266394
en8 CR_TOT 5.195 2.383 2.383128 0.9118462

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO2 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

Gráficas Entropía

for (j in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[j]), aes(x = reorder(var, en),y = en, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Entropía")
          + ggtitle(names_eti_sitio[j])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(kable(var_rank_info(sitio_mim, eti_sitio[j])))
  #save table in csv
  #name_en <- names_eti_sitio[j]
  #name_table_en <- paste("csv-graphs/tlaco/en/",name_en,"_en.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[j]), file = name_table_en, sep = ",", col.names = NA)
  
  #save plot
  #plot_en <- paste("images/tlaco/en/",name_en,"_en.png",sep = "")
  #ggsave(plot_en)
}

var en mi ig gr
en7 CR_TOT 4.715 2.095 2.094848 0.8015430
en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
en13 N_TOT 5.248 4.196 4.195976 0.7995491
en15 N_NH3 5.248 4.196 4.195976 0.7995491
en16 N_NO2 5.248 4.196 4.195976 0.7995491
en17 N_NO3 5.248 4.196 4.195976 0.7995491
en OD_mg.L 5.248 4.091 4.090713 0.7954461
en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
en4 NI_TOT 4.553 1.349 1.348619 0.7906699
en6 HG_TOT 5.070 3.269 3.269153 0.7890130
en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
en5 E_COLI 5.248 3.828 3.827555 0.7844143
en10 SST 5.248 3.630 3.629929 0.7753143
en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
en8 AS_TOT 4.890 2.279 2.279425 0.7666498
en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186

var en mi ig gr
en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
en13 N_TOT 5.248 5.143 5.142664 0.9799420
en15 N_NH3 5.248 5.143 5.142664 0.9799420
en16 N_NO2 5.248 5.143 5.142664 0.9799420
en17 N_NO3 5.248 5.143 5.142664 0.9799420
en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
en5 E_COLI 5.248 4.774 4.774243 0.9784275
en10 SST 5.248 4.577 4.576618 0.9775169
en SAAM 5.248 4.091 4.090713 0.9749133
en6 HG_TOT 5.248 4.038 4.038081 0.9745946
en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
en4 NI_TOT 5.195 1.653 1.653034 0.9691431
en8 AS_TOT 5.248 2.868 2.867965 0.9645963
en7 CR_TOT 5.248 2.508 2.508257 0.9597236

var en mi ig gr
en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
en8 AS_TOT 4.458 2.077 2.076969 0.6985568
en4 NI_TOT 4.089 1.179 1.179242 0.6913675
en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
en13 N_TOT 5.248 3.562 3.562194 0.6787812
en15 N_NH3 5.248 3.562 3.562194 0.6787812
en16 N_NO2 5.248 3.562 3.562194 0.6787812
en17 N_NO3 5.248 3.562 3.562194 0.6787812
en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
en10 SST 5.143 3.101 3.101411 0.6624284
en5 E_COLI 5.248 3.194 3.193773 0.6545280
en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
en SAAM 5.090 2.668 2.668137 0.6358801
en7 CR_TOT 4.564 1.612 1.611997 0.6167917
en6 HG_TOT 5.195 2.510 2.510243 0.6058494

var en mi ig gr
en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
en12 DUR_TOT 5.248 3.650 3.649795 0.6954735
en13 N_TOT 5.248 3.650 3.649795 0.6954735
en15 N_NH3 5.248 3.650 3.649795 0.6954735
en16 N_NO2 5.248 3.650 3.649795 0.6954735
en17 N_NO3 5.248 3.650 3.649795 0.6954735
en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
en10 SST 5.143 3.189 3.189011 0.6811389
en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
en5 E_COLI 5.248 3.281 3.281373 0.6724806
en8 AS_TOT 4.662 1.961 1.961008 0.6595550
en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
en SAAM 5.143 2.703 2.703106 0.6442139
en6 HG_TOT 5.143 2.650 2.650474 0.6396944
en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
en7 CR_TOT 4.682 1.581 1.581433 0.6050972
en4 NI_TOT 4.324 1.032 1.031728 0.6048828

var en mi ig gr
en8 AS_TOT 5.070 2.815 2.815334 0.9468945
en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
en13 N_TOT 5.248 4.912 4.912273 0.9360405
en15 N_NH3 5.248 4.912 4.912273 0.9360405
en16 N_NO2 5.248 4.912 4.912273 0.9360405
en17 N_NO3 5.248 4.912 4.912273 0.9360405
en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
en5 E_COLI 5.248 4.544 4.543851 0.9312113
en10 SST 5.248 4.346 4.346226 0.9283077
en4 NI_TOT 5.037 1.581 1.580537 0.9266394
en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
en SAAM 5.248 3.860 3.860321 0.9200055
en6 HG_TOT 5.248 3.808 3.807689 0.9189894
en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
en7 CR_TOT 5.143 2.383 2.383128 0.9118462
en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346

var en mi ig gr
en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
en5 E_COLI 4.932 1.653 1.6530344 0.3387708
en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
en13 N_TOT 5.248 1.706 1.7056660 0.3250171
en15 N_NH3 5.248 1.706 1.7056660 0.3250171
en16 N_NO2 5.248 1.706 1.7056660 0.3250171
en17 N_NO3 5.248 1.706 1.7056660 0.3250171
en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
en SAAM 4.553 1.349 1.3486187 0.3214077
en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
en10 SST 4.932 1.455 1.4554088 0.3108598
en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
en8 AS_TOT 4.247 0.432 0.4323814 0.1454249

var en mi ig gr
en5 NI_TOT 4.932 1.653 1.653034 0.9691431
en7 CR_TOT 5.037 2.456 2.455625 0.9395854
en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
en13 N_TOT 5.248 4.880 4.879506 0.9297968
en15 N_NH3 5.248 4.880 4.879506 0.9297968
en16 N_NO2 5.248 4.880 4.879506 0.9297968
en17 N_NO3 5.248 4.880 4.879506 0.9297968
en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
en4 TEMP_AGUA 5.248 4.544 4.543851 0.9249999
en10 SST 5.248 4.313 4.313460 0.9213092
en SAAM 5.248 3.828 3.827555 0.9121966
en6 HG_TOT 5.248 3.775 3.774923 0.9110812
en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
en8 AS_TOT 5.248 2.605 2.604808 0.8760872

var en mi ig gr
en7 CR_TOT 4.458 2.298 2.298410 0.8794309
en5 NI_TOT 4.458 1.391 1.390556 0.8152571
en10 SST 5.123 3.702 3.702426 0.7907989
en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
en13 N_TOT 5.248 4.143 4.143344 0.7895201
en15 N_NH3 5.248 4.143 4.143344 0.7895201
en16 N_NO2 5.248 4.143 4.143344 0.7895201
en17 N_NO3 5.248 4.143 4.143344 0.7895201
en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
en SAAM 5.070 3.269 3.269153 0.7791162
en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
en6 E_COLI 5.248 3.775 3.774923 0.7736281
en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
en8 AS_TOT 5.070 2.046 2.046405 0.6882772

var en mi ig gr
en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
en6 E_COLI 5.037 2.456 2.4556250 0.5032527
en SAAM 4.715 2.095 2.0948485 0.4992518
en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
en13 N_TOT 5.248 2.614 2.6135197 0.4980099
en15 N_NH3 5.248 2.614 2.6135197 0.4980099
en16 N_NO2 5.248 2.614 2.6135197 0.4980099
en17 N_NO3 5.248 2.614 2.6135197 0.4980099
en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
en10 SST 5.018 2.278 2.2778648 0.4865277
en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
en8 AS_TOT 4.616 0.970 0.9703997 0.3263791

var en mi ig gr
en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
en13 N_TOT 5.248 2.973 2.9732285 0.5665529
en15 N_NH3 5.248 2.973 2.9732285 0.5665529
en16 N_NO2 5.248 2.973 2.9732285 0.5665529
en17 N_NO3 5.248 2.973 2.9732285 0.5665529
en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
en SAAM 4.890 2.279 2.2794251 0.5432408
en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
en6 E_COLI 5.248 2.605 2.6048075 0.5338260
en10 SST 5.195 2.460 2.4598134 0.5253900
en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
en5 NI_TOT 4.247 0.432 0.4323814 0.2534971

var en mi ig gr
en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
en13 N_TOT 5.248 5.090 5.090033 0.9699129
en15 N_NH3 5.248 5.090 5.090033 0.9699129
en16 N_NO2 5.248 5.090 5.090033 0.9699129
en17 N_NO3 5.248 5.090 5.090033 0.9699129
en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
en5 NI_TOT 5.143 1.653 1.653034 0.9691431
en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
en6 E_COLI 5.248 4.722 4.721612 0.9676412
en10 SST 5.248 4.524 4.523986 0.9662754
en9 AS_TOT 5.195 2.868 2.867965 0.9645963
en SAAM 5.248 4.038 4.038081 0.9623700
en7 HG_TOT 5.248 3.985 3.985449 0.9618920
en8 CR_TOT 5.195 2.508 2.508257 0.9597236
en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
en2 COLI_TOT 5.248 3.404 3.404300 0.9556749

var en mi ig gr
en7 HG_TOT 5.123 3.702 3.702426 0.8935840
en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
en13 N_TOT 5.248 4.682 4.681881 0.8921390
en15 N_NH3 5.248 4.682 4.681881 0.8921390
en16 N_NO2 5.248 4.682 4.681881 0.8921390
en17 N_NO3 5.248 4.682 4.681881 0.8921390
en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
en6 E_COLI 5.248 4.313 4.313460 0.8839951
en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
en8 CR_TOT 5.018 2.278 2.277865 0.8715698
en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
en SAAM 5.248 3.630 3.629929 0.8650977
en5 NI_TOT 4.932 1.455 1.455409 0.8532789
en9 AS_TOT 5.195 2.460 2.459813 0.8273207

var en mi ig gr
en5 NI_TOT 4.129 1.462 1.462374 0.8573622
en8 CR_TOT 4.524 1.975 1.974976 0.7556767
en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
en13 N_TOT 5.248 3.885 3.885442 0.7403765
en15 N_NH3 5.248 3.885 3.885442 0.7403765
en16 N_NO2 5.248 3.885 3.885442 0.7403765
en17 N_NO3 5.248 3.885 3.885442 0.7403765
en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
en6 E_COLI 5.248 3.517 3.517021 0.7207740
en11 SST 5.195 3.372 3.372027 0.7202292
en SAAM 5.090 2.991 2.991385 0.7129177
en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
en7 HG_TOT 5.143 2.886 2.886122 0.6965683
en9 AS_TOT 4.880 1.979 1.979164 0.6656617
en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 N_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
en14 N_TOT 5.248 4.965 4.964904 0.9460695
en15 N_NH3 5.248 4.965 4.964904 0.9460695
en16 N_NO2 5.248 4.965 4.964904 0.9460695
en17 N_NO3 5.248 4.965 4.964904 0.9460695
en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
en6 E_COLI 5.248 4.596 4.596483 0.9419975
en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
en9 AS_TOT 5.143 2.795 2.795468 0.9402131
en11 SST 5.248 4.399 4.398857 0.9395492
en SAAM 5.248 3.913 3.912952 0.9325489
en7 HG_TOT 5.248 3.860 3.860321 0.9316920
en5 NI_TOT 5.090 1.581 1.580537 0.9266394
en8 CR_TOT 5.195 2.383 2.383128 0.9118462

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO2 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

Gráficas Ganancia de información

for (k in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[k]), aes(x = reorder(var, ig),y = ig, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Ganancia de la Información")
          + ggtitle(names_eti_sitio[k])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(kable(var_rank_info(sitio_mim, eti_sitio[k])))
  #save table in csv
  #name_ig <- names_eti_sitio[k]
  #name_table_ig <- paste("csv-graphs/tlaco/ig/",name_ig,"_ig.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[k]), file = name_table_ig, sep = ",", col.names = NA)
  
  #save plot
  #plot_ig <- paste("images/tlaco/ig/",name_ig,"_ig.png",sep = "")
  #ggsave(plot_ig)
}

var en mi ig gr
en7 CR_TOT 4.715 2.095 2.094848 0.8015430
en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
en13 N_TOT 5.248 4.196 4.195976 0.7995491
en15 N_NH3 5.248 4.196 4.195976 0.7995491
en16 N_NO2 5.248 4.196 4.195976 0.7995491
en17 N_NO3 5.248 4.196 4.195976 0.7995491
en OD_mg.L 5.248 4.091 4.090713 0.7954461
en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
en4 NI_TOT 4.553 1.349 1.348619 0.7906699
en6 HG_TOT 5.070 3.269 3.269153 0.7890130
en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
en5 E_COLI 5.248 3.828 3.827555 0.7844143
en10 SST 5.248 3.630 3.629929 0.7753143
en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
en8 AS_TOT 4.890 2.279 2.279425 0.7666498
en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186

var en mi ig gr
en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
en13 N_TOT 5.248 5.143 5.142664 0.9799420
en15 N_NH3 5.248 5.143 5.142664 0.9799420
en16 N_NO2 5.248 5.143 5.142664 0.9799420
en17 N_NO3 5.248 5.143 5.142664 0.9799420
en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
en5 E_COLI 5.248 4.774 4.774243 0.9784275
en10 SST 5.248 4.577 4.576618 0.9775169
en SAAM 5.248 4.091 4.090713 0.9749133
en6 HG_TOT 5.248 4.038 4.038081 0.9745946
en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
en4 NI_TOT 5.195 1.653 1.653034 0.9691431
en8 AS_TOT 5.248 2.868 2.867965 0.9645963
en7 CR_TOT 5.248 2.508 2.508257 0.9597236

var en mi ig gr
en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
en8 AS_TOT 4.458 2.077 2.076969 0.6985568
en4 NI_TOT 4.089 1.179 1.179242 0.6913675
en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
en13 N_TOT 5.248 3.562 3.562194 0.6787812
en15 N_NH3 5.248 3.562 3.562194 0.6787812
en16 N_NO2 5.248 3.562 3.562194 0.6787812
en17 N_NO3 5.248 3.562 3.562194 0.6787812
en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
en10 SST 5.143 3.101 3.101411 0.6624284
en5 E_COLI 5.248 3.194 3.193773 0.6545280
en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
en SAAM 5.090 2.668 2.668137 0.6358801
en7 CR_TOT 4.564 1.612 1.611997 0.6167917
en6 HG_TOT 5.195 2.510 2.510243 0.6058494

var en mi ig gr
en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
en12 DUR_TOT 5.248 3.650 3.649795 0.6954735
en13 N_TOT 5.248 3.650 3.649795 0.6954735
en15 N_NH3 5.248 3.650 3.649795 0.6954735
en16 N_NO2 5.248 3.650 3.649795 0.6954735
en17 N_NO3 5.248 3.650 3.649795 0.6954735
en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
en10 SST 5.143 3.189 3.189011 0.6811389
en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
en5 E_COLI 5.248 3.281 3.281373 0.6724806
en8 AS_TOT 4.662 1.961 1.961008 0.6595550
en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
en SAAM 5.143 2.703 2.703106 0.6442139
en6 HG_TOT 5.143 2.650 2.650474 0.6396944
en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
en7 CR_TOT 4.682 1.581 1.581433 0.6050972
en4 NI_TOT 4.324 1.032 1.031728 0.6048828

var en mi ig gr
en8 AS_TOT 5.070 2.815 2.815334 0.9468945
en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
en13 N_TOT 5.248 4.912 4.912273 0.9360405
en15 N_NH3 5.248 4.912 4.912273 0.9360405
en16 N_NO2 5.248 4.912 4.912273 0.9360405
en17 N_NO3 5.248 4.912 4.912273 0.9360405
en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
en5 E_COLI 5.248 4.544 4.543851 0.9312113
en10 SST 5.248 4.346 4.346226 0.9283077
en4 NI_TOT 5.037 1.581 1.580537 0.9266394
en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
en SAAM 5.248 3.860 3.860321 0.9200055
en6 HG_TOT 5.248 3.808 3.807689 0.9189894
en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
en7 CR_TOT 5.143 2.383 2.383128 0.9118462
en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346

var en mi ig gr
en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
en5 E_COLI 4.932 1.653 1.6530344 0.3387708
en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
en13 N_TOT 5.248 1.706 1.7056660 0.3250171
en15 N_NH3 5.248 1.706 1.7056660 0.3250171
en16 N_NO2 5.248 1.706 1.7056660 0.3250171
en17 N_NO3 5.248 1.706 1.7056660 0.3250171
en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
en SAAM 4.553 1.349 1.3486187 0.3214077
en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
en10 SST 4.932 1.455 1.4554088 0.3108598
en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
en8 AS_TOT 4.247 0.432 0.4323814 0.1454249

var en mi ig gr
en5 NI_TOT 4.932 1.653 1.653034 0.9691431
en7 CR_TOT 5.037 2.456 2.455625 0.9395854
en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
en13 N_TOT 5.248 4.880 4.879506 0.9297968
en15 N_NH3 5.248 4.880 4.879506 0.9297968
en16 N_NO2 5.248 4.880 4.879506 0.9297968
en17 N_NO3 5.248 4.880 4.879506 0.9297968
en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
en4 TEMP_AGUA 5.248 4.544 4.543851 0.9249999
en10 SST 5.248 4.313 4.313460 0.9213092
en SAAM 5.248 3.828 3.827555 0.9121966
en6 HG_TOT 5.248 3.775 3.774923 0.9110812
en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
en8 AS_TOT 5.248 2.605 2.604808 0.8760872

var en mi ig gr
en7 CR_TOT 4.458 2.298 2.298410 0.8794309
en5 NI_TOT 4.458 1.391 1.390556 0.8152571
en10 SST 5.123 3.702 3.702426 0.7907989
en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
en13 N_TOT 5.248 4.143 4.143344 0.7895201
en15 N_NH3 5.248 4.143 4.143344 0.7895201
en16 N_NO2 5.248 4.143 4.143344 0.7895201
en17 N_NO3 5.248 4.143 4.143344 0.7895201
en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
en SAAM 5.070 3.269 3.269153 0.7791162
en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
en6 E_COLI 5.248 3.775 3.774923 0.7736281
en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
en8 AS_TOT 5.070 2.046 2.046405 0.6882772

var en mi ig gr
en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
en6 E_COLI 5.037 2.456 2.4556250 0.5032527
en SAAM 4.715 2.095 2.0948485 0.4992518
en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
en13 N_TOT 5.248 2.614 2.6135197 0.4980099
en15 N_NH3 5.248 2.614 2.6135197 0.4980099
en16 N_NO2 5.248 2.614 2.6135197 0.4980099
en17 N_NO3 5.248 2.614 2.6135197 0.4980099
en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
en10 SST 5.018 2.278 2.2778648 0.4865277
en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
en8 AS_TOT 4.616 0.970 0.9703997 0.3263791

var en mi ig gr
en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
en13 N_TOT 5.248 2.973 2.9732285 0.5665529
en15 N_NH3 5.248 2.973 2.9732285 0.5665529
en16 N_NO2 5.248 2.973 2.9732285 0.5665529
en17 N_NO3 5.248 2.973 2.9732285 0.5665529
en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
en SAAM 4.890 2.279 2.2794251 0.5432408
en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
en6 E_COLI 5.248 2.605 2.6048075 0.5338260
en10 SST 5.195 2.460 2.4598134 0.5253900
en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
en5 NI_TOT 4.247 0.432 0.4323814 0.2534971

var en mi ig gr
en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
en13 N_TOT 5.248 5.090 5.090033 0.9699129
en15 N_NH3 5.248 5.090 5.090033 0.9699129
en16 N_NO2 5.248 5.090 5.090033 0.9699129
en17 N_NO3 5.248 5.090 5.090033 0.9699129
en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
en5 NI_TOT 5.143 1.653 1.653034 0.9691431
en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
en6 E_COLI 5.248 4.722 4.721612 0.9676412
en10 SST 5.248 4.524 4.523986 0.9662754
en9 AS_TOT 5.195 2.868 2.867965 0.9645963
en SAAM 5.248 4.038 4.038081 0.9623700
en7 HG_TOT 5.248 3.985 3.985449 0.9618920
en8 CR_TOT 5.195 2.508 2.508257 0.9597236
en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
en2 COLI_TOT 5.248 3.404 3.404300 0.9556749

var en mi ig gr
en7 HG_TOT 5.123 3.702 3.702426 0.8935840
en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
en13 N_TOT 5.248 4.682 4.681881 0.8921390
en15 N_NH3 5.248 4.682 4.681881 0.8921390
en16 N_NO2 5.248 4.682 4.681881 0.8921390
en17 N_NO3 5.248 4.682 4.681881 0.8921390
en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
en6 E_COLI 5.248 4.313 4.313460 0.8839951
en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
en8 CR_TOT 5.018 2.278 2.277865 0.8715698
en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
en SAAM 5.248 3.630 3.629929 0.8650977
en5 NI_TOT 4.932 1.455 1.455409 0.8532789
en9 AS_TOT 5.195 2.460 2.459813 0.8273207

var en mi ig gr
en5 NI_TOT 4.129 1.462 1.462374 0.8573622
en8 CR_TOT 4.524 1.975 1.974976 0.7556767
en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
en13 N_TOT 5.248 3.885 3.885442 0.7403765
en15 N_NH3 5.248 3.885 3.885442 0.7403765
en16 N_NO2 5.248 3.885 3.885442 0.7403765
en17 N_NO3 5.248 3.885 3.885442 0.7403765
en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
en6 E_COLI 5.248 3.517 3.517021 0.7207740
en11 SST 5.195 3.372 3.372027 0.7202292
en SAAM 5.090 2.991 2.991385 0.7129177
en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
en7 HG_TOT 5.143 2.886 2.886122 0.6965683
en9 AS_TOT 4.880 1.979 1.979164 0.6656617
en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 N_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
en14 N_TOT 5.248 4.965 4.964904 0.9460695
en15 N_NH3 5.248 4.965 4.964904 0.9460695
en16 N_NO2 5.248 4.965 4.964904 0.9460695
en17 N_NO3 5.248 4.965 4.964904 0.9460695
en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
en6 E_COLI 5.248 4.596 4.596483 0.9419975
en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
en9 AS_TOT 5.143 2.795 2.795468 0.9402131
en11 SST 5.248 4.399 4.398857 0.9395492
en SAAM 5.248 3.913 3.912952 0.9325489
en7 HG_TOT 5.248 3.860 3.860321 0.9316920
en5 NI_TOT 5.090 1.581 1.580537 0.9266394
en8 CR_TOT 5.195 2.383 2.383128 0.9118462

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO2 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

Gráficas Proporción de Ganancia (de información)

for (l in seq_along(eti_sitio)) {
  
    print(myplot <- ggplot(var_rank_info(sitio_mim,  eti_sitio[l]), aes(x = reorder(var, gr),y = gr, fill = var))
          + geom_bar(stat = "identity") 
          + coord_flip() 
          + theme_bw() 
          + xlab("") 
          + ylab("Proporción de Ganancia (de información)")
          + ggtitle(names_eti_sitio[l])
          + theme(plot.title = element_text(hjust = 0.5))
          + guides(fill = FALSE))
  
  print(kable(var_rank_info(sitio_mim, eti_sitio[l])))
  #save table in csv
  #name_gr <- names_eti_sitio[l]
  #name_table_gr <- paste("csv-graphs/tlaco/gr/",name_gr,"_gr.csv",sep = "")
  #write.table(var_rank_info(sitio_mim, eti_sitio[l]), file = name_table_gr, sep = ",", col.names = NA)
  
  #save plot
  #plot_gr <- paste("images/tlaco/gr/",name_gr,"_gr.png",sep = "")
  #ggsave(plot_gr)
}

var en mi ig gr
en7 CR_TOT 4.715 2.095 2.094848 0.8015430
en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
en13 N_TOT 5.248 4.196 4.195976 0.7995491
en15 N_NH3 5.248 4.196 4.195976 0.7995491
en16 N_NO2 5.248 4.196 4.195976 0.7995491
en17 N_NO3 5.248 4.196 4.195976 0.7995491
en OD_mg.L 5.248 4.091 4.090713 0.7954461
en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
en4 NI_TOT 4.553 1.349 1.348619 0.7906699
en6 HG_TOT 5.070 3.269 3.269153 0.7890130
en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
en5 E_COLI 5.248 3.828 3.827555 0.7844143
en10 SST 5.248 3.630 3.629929 0.7753143
en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
en8 AS_TOT 4.890 2.279 2.279425 0.7666498
en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186

var en mi ig gr
en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
en13 N_TOT 5.248 5.143 5.142664 0.9799420
en15 N_NH3 5.248 5.143 5.142664 0.9799420
en16 N_NO2 5.248 5.143 5.142664 0.9799420
en17 N_NO3 5.248 5.143 5.142664 0.9799420
en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
en5 E_COLI 5.248 4.774 4.774243 0.9784275
en10 SST 5.248 4.577 4.576618 0.9775169
en SAAM 5.248 4.091 4.090713 0.9749133
en6 HG_TOT 5.248 4.038 4.038081 0.9745946
en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
en4 NI_TOT 5.195 1.653 1.653034 0.9691431
en8 AS_TOT 5.248 2.868 2.867965 0.9645963
en7 CR_TOT 5.248 2.508 2.508257 0.9597236

var en mi ig gr
en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
en8 AS_TOT 4.458 2.077 2.076969 0.6985568
en4 NI_TOT 4.089 1.179 1.179242 0.6913675
en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
en13 N_TOT 5.248 3.562 3.562194 0.6787812
en15 N_NH3 5.248 3.562 3.562194 0.6787812
en16 N_NO2 5.248 3.562 3.562194 0.6787812
en17 N_NO3 5.248 3.562 3.562194 0.6787812
en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
en10 SST 5.143 3.101 3.101411 0.6624284
en5 E_COLI 5.248 3.194 3.193773 0.6545280
en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
en SAAM 5.090 2.668 2.668137 0.6358801
en7 CR_TOT 4.564 1.612 1.611997 0.6167917
en6 HG_TOT 5.195 2.510 2.510243 0.6058494

var en mi ig gr
en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
en12 DUR_TOT 5.248 3.650 3.649795 0.6954735
en13 N_TOT 5.248 3.650 3.649795 0.6954735
en15 N_NH3 5.248 3.650 3.649795 0.6954735
en16 N_NO2 5.248 3.650 3.649795 0.6954735
en17 N_NO3 5.248 3.650 3.649795 0.6954735
en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
en10 SST 5.143 3.189 3.189011 0.6811389
en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
en5 E_COLI 5.248 3.281 3.281373 0.6724806
en8 AS_TOT 4.662 1.961 1.961008 0.6595550
en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
en SAAM 5.143 2.703 2.703106 0.6442139
en6 HG_TOT 5.143 2.650 2.650474 0.6396944
en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
en7 CR_TOT 4.682 1.581 1.581433 0.6050972
en4 NI_TOT 4.324 1.032 1.031728 0.6048828

var en mi ig gr
en8 AS_TOT 5.070 2.815 2.815334 0.9468945
en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
en13 N_TOT 5.248 4.912 4.912273 0.9360405
en15 N_NH3 5.248 4.912 4.912273 0.9360405
en16 N_NO2 5.248 4.912 4.912273 0.9360405
en17 N_NO3 5.248 4.912 4.912273 0.9360405
en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
en5 E_COLI 5.248 4.544 4.543851 0.9312113
en10 SST 5.248 4.346 4.346226 0.9283077
en4 NI_TOT 5.037 1.581 1.580537 0.9266394
en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
en SAAM 5.248 3.860 3.860321 0.9200055
en6 HG_TOT 5.248 3.808 3.807689 0.9189894
en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
en7 CR_TOT 5.143 2.383 2.383128 0.9118462
en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346

var en mi ig gr
en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
en5 E_COLI 4.932 1.653 1.6530344 0.3387708
en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
en13 N_TOT 5.248 1.706 1.7056660 0.3250171
en15 N_NH3 5.248 1.706 1.7056660 0.3250171
en16 N_NO2 5.248 1.706 1.7056660 0.3250171
en17 N_NO3 5.248 1.706 1.7056660 0.3250171
en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
en SAAM 4.553 1.349 1.3486187 0.3214077
en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
en10 SST 4.932 1.455 1.4554088 0.3108598
en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
en8 AS_TOT 4.247 0.432 0.4323814 0.1454249

var en mi ig gr
en5 NI_TOT 4.932 1.653 1.653034 0.9691431
en7 CR_TOT 5.037 2.456 2.455625 0.9395854
en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
en13 N_TOT 5.248 4.880 4.879506 0.9297968
en15 N_NH3 5.248 4.880 4.879506 0.9297968
en16 N_NO2 5.248 4.880 4.879506 0.9297968
en17 N_NO3 5.248 4.880 4.879506 0.9297968
en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
en4 TEMP_AGUA 5.248 4.544 4.543851 0.9249999
en10 SST 5.248 4.313 4.313460 0.9213092
en SAAM 5.248 3.828 3.827555 0.9121966
en6 HG_TOT 5.248 3.775 3.774923 0.9110812
en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
en8 AS_TOT 5.248 2.605 2.604808 0.8760872

var en mi ig gr
en7 CR_TOT 4.458 2.298 2.298410 0.8794309
en5 NI_TOT 4.458 1.391 1.390556 0.8152571
en10 SST 5.123 3.702 3.702426 0.7907989
en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
en13 N_TOT 5.248 4.143 4.143344 0.7895201
en15 N_NH3 5.248 4.143 4.143344 0.7895201
en16 N_NO2 5.248 4.143 4.143344 0.7895201
en17 N_NO3 5.248 4.143 4.143344 0.7895201
en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
en SAAM 5.070 3.269 3.269153 0.7791162
en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
en6 E_COLI 5.248 3.775 3.774923 0.7736281
en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
en8 AS_TOT 5.070 2.046 2.046405 0.6882772

var en mi ig gr
en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
en6 E_COLI 5.037 2.456 2.4556250 0.5032527
en SAAM 4.715 2.095 2.0948485 0.4992518
en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
en13 N_TOT 5.248 2.614 2.6135197 0.4980099
en15 N_NH3 5.248 2.614 2.6135197 0.4980099
en16 N_NO2 5.248 2.614 2.6135197 0.4980099
en17 N_NO3 5.248 2.614 2.6135197 0.4980099
en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
en10 SST 5.018 2.278 2.2778648 0.4865277
en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
en8 AS_TOT 4.616 0.970 0.9703997 0.3263791

var en mi ig gr
en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
en13 N_TOT 5.248 2.973 2.9732285 0.5665529
en15 N_NH3 5.248 2.973 2.9732285 0.5665529
en16 N_NO2 5.248 2.973 2.9732285 0.5665529
en17 N_NO3 5.248 2.973 2.9732285 0.5665529
en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
en SAAM 4.890 2.279 2.2794251 0.5432408
en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
en6 E_COLI 5.248 2.605 2.6048075 0.5338260
en10 SST 5.195 2.460 2.4598134 0.5253900
en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
en5 NI_TOT 4.247 0.432 0.4323814 0.2534971

var en mi ig gr
en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
en13 N_TOT 5.248 5.090 5.090033 0.9699129
en15 N_NH3 5.248 5.090 5.090033 0.9699129
en16 N_NO2 5.248 5.090 5.090033 0.9699129
en17 N_NO3 5.248 5.090 5.090033 0.9699129
en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
en5 NI_TOT 5.143 1.653 1.653034 0.9691431
en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
en6 E_COLI 5.248 4.722 4.721612 0.9676412
en10 SST 5.248 4.524 4.523986 0.9662754
en9 AS_TOT 5.195 2.868 2.867965 0.9645963
en SAAM 5.248 4.038 4.038081 0.9623700
en7 HG_TOT 5.248 3.985 3.985449 0.9618920
en8 CR_TOT 5.195 2.508 2.508257 0.9597236
en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
en2 COLI_TOT 5.248 3.404 3.404300 0.9556749

var en mi ig gr
en7 HG_TOT 5.123 3.702 3.702426 0.8935840
en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
en13 N_TOT 5.248 4.682 4.681881 0.8921390
en15 N_NH3 5.248 4.682 4.681881 0.8921390
en16 N_NO2 5.248 4.682 4.681881 0.8921390
en17 N_NO3 5.248 4.682 4.681881 0.8921390
en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
en6 E_COLI 5.248 4.313 4.313460 0.8839951
en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
en8 CR_TOT 5.018 2.278 2.277865 0.8715698
en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
en SAAM 5.248 3.630 3.629929 0.8650977
en5 NI_TOT 4.932 1.455 1.455409 0.8532789
en9 AS_TOT 5.195 2.460 2.459813 0.8273207

var en mi ig gr
en5 NI_TOT 4.129 1.462 1.462374 0.8573622
en8 CR_TOT 4.524 1.975 1.974976 0.7556767
en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
en13 N_TOT 5.248 3.885 3.885442 0.7403765
en15 N_NH3 5.248 3.885 3.885442 0.7403765
en16 N_NO2 5.248 3.885 3.885442 0.7403765
en17 N_NO3 5.248 3.885 3.885442 0.7403765
en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
en6 E_COLI 5.248 3.517 3.517021 0.7207740
en11 SST 5.195 3.372 3.372027 0.7202292
en SAAM 5.090 2.991 2.991385 0.7129177
en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
en7 HG_TOT 5.143 2.886 2.886122 0.6965683
en9 AS_TOT 4.880 1.979 1.979164 0.6656617
en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 N_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 COLI_FEC 5.248 4.965 4.964904 1
en15 N_NH3 5.248 5.248 5.247928 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
en14 N_TOT 5.248 4.965 4.964904 0.9460695
en15 N_NH3 5.248 4.965 4.964904 0.9460695
en16 N_NO2 5.248 4.965 4.964904 0.9460695
en17 N_NO3 5.248 4.965 4.964904 0.9460695
en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
en6 E_COLI 5.248 4.596 4.596483 0.9419975
en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
en9 AS_TOT 5.143 2.795 2.795468 0.9402131
en11 SST 5.248 4.399 4.398857 0.9395492
en SAAM 5.248 3.913 3.912952 0.9325489
en7 HG_TOT 5.248 3.860 3.860321 0.9316920
en5 NI_TOT 5.090 1.581 1.580537 0.9266394
en8 CR_TOT 5.195 2.383 2.383128 0.9118462

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NO2 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO3 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1

var en mi ig gr
en SAAM 5.248 4.196 4.195976 1
en2 COLI_TOT 5.248 3.562 3.562194 1
en4 TEMP_AGUA 5.248 4.912 4.912273 1
en5 NI_TOT 5.248 1.706 1.705666 1
en6 E_COLI 5.248 4.880 4.879506 1
en7 HG_TOT 5.248 4.143 4.143344 1
en10 TURBIEDAD 5.248 5.090 5.090033 1
en11 SST 5.248 4.682 4.681881 1
en13 DUR_TOT 5.248 5.248 5.247928 1
en14 N_TOT 5.248 5.248 5.247928 1
en15 COLI_FEC 5.248 4.965 4.964904 1
en16 N_NH3 5.248 5.248 5.247928 1
en17 N_NO2 5.248 5.248 5.247928 1
en3 pH_CAMPO 5.248 3.650 3.649795 1
en9 AS_TOT 5.248 2.973 2.973228 1
en1 OD_mg.L 5.248 5.143 5.142664 1
en8 CR_TOT 5.248 2.614 2.613520 1
en12 COLOR_VER 5.248 3.885 3.885442 1